{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "269c8551",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/env python\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.dates import DateFormatter, WeekdayLocator,\\\n",
    "    DayLocator, MONDAY\n",
    "import mplfinance  as mpf \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sqlite3\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5298c3b8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 222257 entries, 2021-01-28 21:00:00 to 2021-12-30 15:37:00\n",
      "Data columns (total 10 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   id             222257 non-null  int64  \n",
      " 1   symbol         222257 non-null  object \n",
      " 2   exchange       222257 non-null  object \n",
      " 3   interval       222257 non-null  object \n",
      " 4   volume         222257 non-null  float64\n",
      " 5   open_interest  222257 non-null  float64\n",
      " 6   Open           222257 non-null  float64\n",
      " 7   High           222257 non-null  float64\n",
      " 8   Low            222257 non-null  float64\n",
      " 9   Close          222257 non-null  float64\n",
      "dtypes: float64(6), int64(1), object(3)\n",
      "memory usage: 18.7+ MB\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# %matplotlib inline\n",
    "\n",
    "# Set the historical data interval\n",
    "date1 = (2021, 6, 1)  # Starting date, format: (year, month, day) tuple\n",
    "date2 = (2021, 12, 1)  # End date, format: (year, month, day) tuple\n",
    "# Get the stock market history of stock code 601558 from Yahoo Finance\n",
    "\n",
    "# pf=ts.get_hist_data('600848')\n",
    "\n",
    "con=sqlite3.connect('C:\\\\Users\\\\zhang\\\\.vntrader\\\\database.db')#如果路径里面没有这个数据库，会自动创建\n",
    "\n",
    "c=con.cursor()\n",
    "\n",
    "sql=\"select id,symbol,exchange,datetime,interval,volume,open_interest,open_price as Open,high_price as High,low_price as Low,close_price as Close from DbBarData\"\n",
    "quotes=pd.read_sql(sql,con)#完成数据库的查询读取到数据框dataframe 中\n",
    "#dataframe 写入mysql\n",
    "# Create a subgraph\n",
    "\n",
    "quotes['datetime'] = pd.to_datetime(quotes['datetime'])\n",
    "df = quotes.set_index('datetime')\n",
    "df.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d0e7bfe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(facecolor=(0.5, 0.5, 0.5))\n",
    "fig.subplots_adjust(bottom=0.2)\n",
    "# Set the X axis scale to date and time\n",
    "ax.xaxis_date()\n",
    "# X-axis scale text tilted 45 degrees\n",
    "plt.xticks(rotation=45)\n",
    "plt.title(\"Stock code: 601558 two-year chart\")\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Stock price (yuan)\")\n",
    "mpf.plot(df)\n",
    "plt.grid(True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "22cc3539",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.indexes.range.RangeIndex'>\n"
     ]
    }
   ],
   "source": [
    "print(type(quotes.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e79c3fa4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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